{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Penalized Cox Models\n",
    "\n",
    "[Cox's proportional hazard's model](https://en.wikipedia.org/wiki/Proportional_hazards_model) is often an appealing model, because its coefficients can be interpreted in terms of hazard ratio, which often provides valuable insight. However, if we want to estimate the coefficients of many features, the standard Cox model falls apart, because internally it tries to invert a matrix that becomes non-singular due to correlations among features.\n",
    "\n",
    "## Ridge\n",
    "\n",
    "This mathematical problem can be avoided by adding a $\\ell_2$ penalty term on the coefficients that shrinks the coefficients to zero. The modified objective has the form\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\frac{\\alpha}{2} \\sum_{j=1}^p \\beta_j^2 ,\n",
    "$$\n",
    "\n",
    "where $\\mathrm{PL}(\\beta)$ is the partial likelihood function of the Cox model, $\\beta_1,\\ldots,\\beta_p$ are the coefficients for $p$ features, and $\\alpha \\geq 0$ is a hyper-parameter that controls the amount of shrinkage. The resulting objective is often referred to as *ridge regression*. If $\\lambda$ is set to zero, we obtain the standard, unpenalized Cox model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from sksurv.datasets import load_breast_cancer\n",
    "from sksurv.linear_model import CoxPHSurvivalAnalysis, CoxnetSurvivalAnalysis\n",
    "from sksurv.preprocessing import OneHotEncoder\n",
    "\n",
    "from sklearn import set_config\n",
    "from sklearn.model_selection import GridSearchCV, KFold\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "set_config(display=\"text\")  # displays text representation of estimators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To demonstrate the use of penalized Cox models we are going to use the [breast cancer data](https://clincancerres.aacrjournals.org/content/13/11/3207), which contains the expression levels of 76 genes, age, estrogen receptor status (`er`), tumor size and grade for 198 individuals. The objective is to predict the time to distant metastasis.\n",
    "\n",
    "First, we load the data and perform one-hot encoding of categorical variables `er` and `grade`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X200726_at</th>\n",
       "      <th>X200965_s_at</th>\n",
       "      <th>X201068_s_at</th>\n",
       "      <th>X201091_s_at</th>\n",
       "      <th>X201288_at</th>\n",
       "      <th>X201368_at</th>\n",
       "      <th>X201663_s_at</th>\n",
       "      <th>X201664_at</th>\n",
       "      <th>X202239_at</th>\n",
       "      <th>X202240_at</th>\n",
       "      <th>...</th>\n",
       "      <th>X221816_s_at</th>\n",
       "      <th>X221882_s_at</th>\n",
       "      <th>X221916_at</th>\n",
       "      <th>X221928_at</th>\n",
       "      <th>age</th>\n",
       "      <th>er=positive</th>\n",
       "      <th>grade=intermediate</th>\n",
       "      <th>grade=poorly differentiated</th>\n",
       "      <th>grade=unkown</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10.93</td>\n",
       "      <td>8.96</td>\n",
       "      <td>11.63</td>\n",
       "      <td>10.96</td>\n",
       "      <td>11.52</td>\n",
       "      <td>12.04</td>\n",
       "      <td>9.62</td>\n",
       "      <td>9.81</td>\n",
       "      <td>10.02</td>\n",
       "      <td>7.85</td>\n",
       "      <td>...</td>\n",
       "      <td>10.13</td>\n",
       "      <td>10.93</td>\n",
       "      <td>6.48</td>\n",
       "      <td>5.99</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.24</td>\n",
       "      <td>9.53</td>\n",
       "      <td>12.63</td>\n",
       "      <td>11.59</td>\n",
       "      <td>12.32</td>\n",
       "      <td>10.78</td>\n",
       "      <td>10.60</td>\n",
       "      <td>10.70</td>\n",
       "      <td>10.16</td>\n",
       "      <td>8.74</td>\n",
       "      <td>...</td>\n",
       "      <td>10.21</td>\n",
       "      <td>9.56</td>\n",
       "      <td>4.97</td>\n",
       "      <td>7.05</td>\n",
       "      <td>57.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.66</td>\n",
       "      <td>10.24</td>\n",
       "      <td>12.57</td>\n",
       "      <td>9.17</td>\n",
       "      <td>11.70</td>\n",
       "      <td>11.35</td>\n",
       "      <td>9.38</td>\n",
       "      <td>10.16</td>\n",
       "      <td>10.03</td>\n",
       "      <td>8.13</td>\n",
       "      <td>...</td>\n",
       "      <td>10.16</td>\n",
       "      <td>9.31</td>\n",
       "      <td>4.28</td>\n",
       "      <td>6.83</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.17</td>\n",
       "      <td>9.82</td>\n",
       "      <td>12.11</td>\n",
       "      <td>9.09</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.86</td>\n",
       "      <td>8.40</td>\n",
       "      <td>8.67</td>\n",
       "      <td>10.73</td>\n",
       "      <td>8.65</td>\n",
       "      <td>...</td>\n",
       "      <td>10.66</td>\n",
       "      <td>10.21</td>\n",
       "      <td>5.71</td>\n",
       "      <td>6.93</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11.48</td>\n",
       "      <td>11.49</td>\n",
       "      <td>11.78</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.43</td>\n",
       "      <td>11.40</td>\n",
       "      <td>7.74</td>\n",
       "      <td>8.64</td>\n",
       "      <td>9.56</td>\n",
       "      <td>8.48</td>\n",
       "      <td>...</td>\n",
       "      <td>11.57</td>\n",
       "      <td>10.93</td>\n",
       "      <td>5.82</td>\n",
       "      <td>6.66</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 82 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   X200726_at  X200965_s_at  X201068_s_at  X201091_s_at  X201288_at  \\\n",
       "0       10.93          8.96         11.63         10.96       11.52   \n",
       "1       12.24          9.53         12.63         11.59       12.32   \n",
       "2       11.66         10.24         12.57          9.17       11.70   \n",
       "3       12.17          9.82         12.11          9.09       13.13   \n",
       "4       11.48         11.49         11.78          8.89       10.43   \n",
       "\n",
       "   X201368_at  X201663_s_at  X201664_at  X202239_at  X202240_at  ...  \\\n",
       "0       12.04          9.62        9.81       10.02        7.85  ...   \n",
       "1       10.78         10.60       10.70       10.16        8.74  ...   \n",
       "2       11.35          9.38       10.16       10.03        8.13  ...   \n",
       "3       11.86          8.40        8.67       10.73        8.65  ...   \n",
       "4       11.40          7.74        8.64        9.56        8.48  ...   \n",
       "\n",
       "   X221816_s_at  X221882_s_at  X221916_at  X221928_at   age  er=positive  \\\n",
       "0         10.13         10.93        6.48        5.99  57.0          0.0   \n",
       "1         10.21          9.56        4.97        7.05  57.0          1.0   \n",
       "2         10.16          9.31        4.28        6.83  48.0          0.0   \n",
       "3         10.66         10.21        5.71        6.93  42.0          1.0   \n",
       "4         11.57         10.93        5.82        6.66  46.0          1.0   \n",
       "\n",
       "   grade=intermediate  grade=poorly differentiated  grade=unkown  size  \n",
       "0                 0.0                          1.0           0.0   3.0  \n",
       "1                 0.0                          1.0           0.0   3.0  \n",
       "2                 0.0                          1.0           0.0   2.5  \n",
       "3                 0.0                          1.0           0.0   1.8  \n",
       "4                 1.0                          0.0           0.0   3.0  \n",
       "\n",
       "[5 rows x 82 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, y = load_breast_cancer()\n",
    "Xt = OneHotEncoder().fit_transform(X)\n",
    "Xt.round(2).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us begin by fitting a penalized Cox model to various values of $\\alpha$ using [sksurv.linear_model.CoxPHSurvivalAnalysis](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxPHSurvivalAnalysis.html#sksurv.linear_model.CoxPHSurvivalAnalysis) and recording the coefficients we obtained for each $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "alphas = 10.0 ** np.linspace(-4, 4, 50)\n",
    "coefficients = {}\n",
    "\n",
    "cph = CoxPHSurvivalAnalysis()\n",
    "for alpha in alphas:\n",
    "    cph.set_params(alpha=alpha)\n",
    "    cph.fit(Xt, y)\n",
    "    key = round(alpha, 5)\n",
    "    coefficients[key] = cph.coef_\n",
    "\n",
    "coefficients = pd.DataFrame.from_dict(coefficients).rename_axis(index=\"feature\", columns=\"alpha\").set_index(Xt.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can inspect how the coefficients change for varying $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_coefficients(coefs, n_highlight):\n",
    "    _, ax = plt.subplots(figsize=(9, 6))\n",
    "    n_features = coefs.shape[0]\n",
    "    alphas = coefs.columns\n",
    "    for row in coefs.itertuples():\n",
    "        ax.semilogx(alphas, row[1:], \".-\", label=row.Index)\n",
    "\n",
    "    alpha_min = alphas.min()\n",
    "    top_coefs = coefs.loc[:, alpha_min].map(abs).sort_values().tail(n_highlight)\n",
    "    for name in top_coefs.index:\n",
    "        coef = coefs.loc[name, alpha_min]\n",
    "        plt.text(alpha_min, coef, name + \"   \", horizontalalignment=\"right\", verticalalignment=\"center\")\n",
    "\n",
    "    ax.yaxis.set_label_position(\"right\")\n",
    "    ax.yaxis.tick_right()\n",
    "    ax.grid(True)\n",
    "    ax.set_xlabel(\"alpha\")\n",
    "    ax.set_ylabel(\"coefficient\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_coefficients(coefficients, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that if the penalty has a large weight (to the right), all coefficients are shrunk almost to zero. As the penalty's weight is decreased, the coefficients' value increases. We can also observe that the paths for `X203391_at` and tumor grade quickly separate themselves from the remaining coefficients, which indicates that this particular gene expression level and tumor grade are important predictive factors for time to distant metastasis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LASSO\n",
    "\n",
    "While the $\\ell_2$ (ridge) penalty does solve the mathematical problem of fitting a Cox model, we would still need to measure the expression levels of all 76 genes to make predictions. Ideally, we would like to select a small subset of features that are most predictive and ignore the remaining gene expression levels. This is precisely what the LASSO (Least Absolute Shrinkage and Selection Operator) penalty does. Instead of shrinking coefficients to zero it does a type of continuous subset selection, where a subset of coefficients are set to zero and are effectively excluded. This reduces the number of features that we would need to record for prediction. In mathematical terms, the $\\ell_2$ penalty is replaced by a $\\ell_1$ penalty, which leads to the optimization problem\n",
    "\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\alpha \\sum_{j=1}^p |\\beta_j| .\n",
    "$$\n",
    "\n",
    "The main challenge is that we cannot directly control the number of features that get selected, but the value of $\\alpha$ implicitly determines the number of features. Thus, we need a data-driven way to select a suitable $\\alpha$ and obtain a parsimonious model. We can do this by first computing the $\\alpha$ that would ignore all features (coefficients are all zero) and then incrementally decrease its value, let's say until we reach 1% of the original value. This has been implemented in [sksurv.linear_model.CoxnetSurvivalAnalysis](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxnetSurvivalAnalysis.html#sksurv.linear_model.CoxnetSurvivalAnalysis) by specifying `l1_ratio=1.0` to use the LASSO penalty and `alpha_min_ratio=0.01` to search for 100 $\\alpha$ values up to 1% of the estimated maximum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=1.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cox_lasso = CoxnetSurvivalAnalysis(l1_ratio=1.0, alpha_min_ratio=0.01)\n",
    "cox_lasso.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients_lasso = pd.DataFrame(cox_lasso.coef_, index=Xt.columns, columns=np.round(cox_lasso.alphas_, 5))\n",
    "\n",
    "plot_coefficients(coefficients_lasso, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the LASSO penalty indeed selects a small subset of features for large $\\alpha$ (to the right) with only two features (purple and yellow line) being non-zero. As $\\alpha$ decreases, more and more features become active and are assigned a non-zero coefficient until the entire set of features is used (to the left left). Similar to the plot above for the ridge penalty, the path for `X203391_at` stands out, indicating its importance in breast cancer. However, the overall most important factor seems to be a positive estrogen receptor status (`er`)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Elastic Net\n",
    "\n",
    "The LASSO is a great tool to select a subset of discriminative features, but it has two main drawbacks. First, it cannot select more features than number of samples in the training data, which is problematic when dealing with very high-dimensional data. Second, if data contains a group of features that are highly correlated, the LASSO penalty is going to randomly choose one feature from this group. The Elastic Net penalty overcomes these problems by using a weighted combination of the $\\ell_1$ and $\\ell_2$ penalty by solving:\n",
    "\n",
    "$$\n",
    "\\arg\\max_{\\beta}\\quad\\log \\mathrm{PL}(\\beta)\n",
    "- \\alpha\n",
    "  \\left( r \\sum_{j=1}^p |\\beta_j| + \\frac{1 - r}{2} \\sum_{j=1}^p \\beta_j^2 \\right) ,\n",
    "$$\n",
    "\n",
    "where $r \\in [0; 1[$ is the relative weight of the $\\ell_1$ and $\\ell_2$ penalty. The Elastic Net penalty combines the subset selection property of the LASSO with the regularization strength of the Ridge penalty. This leads to better stability compared to the LASSO penalized model. For a group of highly correlated features, the latter would choose one feature randomly, whereas the Elastic Net penalized model would tend to select all. Usually, it is sufficient to give the $\\ell_2$ penalty only a small weight to improve stability of the LASSO, e.g. by setting $r = 0.9$.\n",
    "\n",
    "As for the LASSO, the weight $\\alpha$ implicitly determines the size of the selected subset, and usually has to be estimated in a data-driven manner."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=0.9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cox_elastic_net = CoxnetSurvivalAnalysis(l1_ratio=0.9, alpha_min_ratio=0.01)\n",
    "cox_elastic_net.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients_elastic_net = pd.DataFrame(\n",
    "    cox_elastic_net.coef_, index=Xt.columns, columns=np.round(cox_elastic_net.alphas_, 5)\n",
    ")\n",
    "\n",
    "plot_coefficients(coefficients_elastic_net, n_highlight=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choosing penalty strength $\\alpha$\n",
    "\n",
    "Previously, we focused on the estimated coefficients to get some insight into which features are important for estimating time to distant metastasis. However, for prediction, we need to pick *one* particular $\\alpha$, and the subset of features it implies. Here, we are going to use cross-validation to determine which subset and $\\alpha$ generalizes best.\n",
    "\n",
    "Before we can use [GridSearchCV](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html), we need to determine the set of $\\alpha$ which we want to evaluate. To do this, we fit a penalized Cox model to the whole data and retrieve the estimated set of alphas. Since, we are only interested in alphas and not the coefficients, we can use only a few iterations for improved speed. Note that we are using [StandardScaler](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html) to account for scale differences among features and allow direct comparison of coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('coxnetsurvivalanalysis',\n",
       "                 CoxnetSurvivalAnalysis(alpha_min_ratio=0.01, l1_ratio=0.9,\n",
       "                                        max_iter=100))])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "from sklearn.exceptions import FitFailedWarning\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "coxnet_pipe = make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9, alpha_min_ratio=0.01, max_iter=100))\n",
    "warnings.simplefilter(\"ignore\", UserWarning)\n",
    "warnings.simplefilter(\"ignore\", FitFailedWarning)\n",
    "coxnet_pipe.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the estimated set of alphas, we perform 5 fold cross-validation to estimate the performance – in terms of concordance index – for each $\\alpha$.\n",
    "\n",
    "*Note: this can take a while.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimated_alphas = coxnet_pipe.named_steps[\"coxnetsurvivalanalysis\"].alphas_\n",
    "cv = KFold(n_splits=5, shuffle=True, random_state=0)\n",
    "gcv = GridSearchCV(\n",
    "    make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9)),\n",
    "    param_grid={\"coxnetsurvivalanalysis__alphas\": [[v] for v in estimated_alphas]},\n",
    "    cv=cv,\n",
    "    error_score=0.5,\n",
    "    n_jobs=1,\n",
    ").fit(Xt, y)\n",
    "\n",
    "cv_results = pd.DataFrame(gcv.cv_results_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the results by plotting the mean concordance index and its standard deviation across all folds for each $\\alpha$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alphas = cv_results.param_coxnetsurvivalanalysis__alphas.map(lambda x: x[0])\n",
    "mean = cv_results.mean_test_score\n",
    "std = cv_results.std_test_score\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 6))\n",
    "ax.plot(alphas, mean)\n",
    "ax.fill_between(alphas, mean - std, mean + std, alpha=0.15)\n",
    "ax.set_xscale(\"log\")\n",
    "ax.set_ylabel(\"concordance index\")\n",
    "ax.set_xlabel(\"alpha\")\n",
    "ax.axvline(gcv.best_params_[\"coxnetsurvivalanalysis__alphas\"][0], c=\"C1\")\n",
    "ax.axhline(0.5, color=\"grey\", linestyle=\"--\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that there is a range for $\\alpha$ to the right where it is too large and sets all coefficients to zero, as indicated by the 0.5 concordance index of a purely random model. On the other extreme, if $\\alpha$ becomes too small, too many features enter the model and the performance approaches that of a random model again. The sweet spot (orange line) is somewhere in the middle. Let's inspect that model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of non-zero coefficients: 22\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_model = gcv.best_estimator_.named_steps[\"coxnetsurvivalanalysis\"]\n",
    "best_coefs = pd.DataFrame(best_model.coef_, index=Xt.columns, columns=[\"coefficient\"])\n",
    "\n",
    "non_zero = np.sum(best_coefs.iloc[:, 0] != 0)\n",
    "print(f\"Number of non-zero coefficients: {non_zero}\")\n",
    "\n",
    "non_zero_coefs = best_coefs.query(\"coefficient != 0\")\n",
    "coef_order = non_zero_coefs.abs().sort_values(\"coefficient\").index\n",
    "\n",
    "_, ax = plt.subplots(figsize=(6, 8))\n",
    "non_zero_coefs.loc[coef_order].plot.barh(ax=ax, legend=False)\n",
    "ax.set_xlabel(\"coefficient\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model selected a total of 21 features, and it deemed `X204540_at` to be the most important one, followed by `X203391_at` and positive estrogen receptor status:\n",
    "\n",
    "\n",
    "## Survival and Cumulative Hazard Function\n",
    "\n",
    "Having selected a particular $\\alpha$, we can perform prediction, either in terms of risk score using the [predict function](https://scikit-survival.readthedocs.io/en/latest/api/generated/sksurv.linear_model.CoxnetSurvivalAnalysis.html#sksurv.linear_model.CoxnetSurvivalAnalysis.predict) or in terms of survival or cumulative hazard function. For the latter two, we first need to re-fit the model with `fit_baseline_model` enabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('coxnetsurvivalanalysis',\n",
       "                 CoxnetSurvivalAnalysis(alphas=[0.03860196504106796],\n",
       "                                        fit_baseline_model=True,\n",
       "                                        l1_ratio=0.9))])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coxnet_pred = make_pipeline(StandardScaler(), CoxnetSurvivalAnalysis(l1_ratio=0.9, fit_baseline_model=True))\n",
    "coxnet_pred.set_params(**gcv.best_params_)\n",
    "coxnet_pred.fit(Xt, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For instance, we can now select a patient and determine how positive or negative estrogen receptor status would affect the survival function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "surv_fns = coxnet_pred.predict_survival_function(Xt)\n",
    "\n",
    "time_points = np.quantile(y[\"t.tdm\"], np.linspace(0, 0.6, 100))\n",
    "legend_handles = []\n",
    "legend_labels = []\n",
    "_, ax = plt.subplots(figsize=(9, 6))\n",
    "for fn, label in zip(surv_fns, Xt.loc[:, \"er=positive\"].astype(int)):\n",
    "    (line,) = ax.step(time_points, fn(time_points), where=\"post\", color=f\"C{label}\", alpha=0.5)\n",
    "    if len(legend_handles) <= label:\n",
    "        name = \"positive\" if label == 1 else \"negative\"\n",
    "        legend_labels.append(name)\n",
    "        legend_handles.append(line)\n",
    "\n",
    "ax.legend(legend_handles, legend_labels)\n",
    "ax.set_xlabel(\"time\")\n",
    "ax.set_ylabel(\"Survival probability\")\n",
    "ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe that patients with positive estrogen receptor status tend to have a better prognosis."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
